| Improving Image Restoration through Removing Degradations in Textual Representations | ✓ Link | 28.83 | | TextualDegRemoval + Restormer (Gaussian denoising, σ=50) (extra data) | 2023-12-28 |
| MambaIR: A Simple Baseline for Image Restoration with State-Space Model | ✓ Link | 28.66 | | MambaIR (Gaussian denoising, σ=50) | 2024-02-23 |
| A Comparative Study of Image Restoration Networks for General Backbone Network Design | ✓ Link | 28.63 | 0.8138 | X-Restormer (Gaussian denoising, σ=50) | 2023-10-18 |
| SwinIR: Image Restoration Using Swin Transformer | ✓ Link | 28.56 | | SwinIR (color Gaussian denoising, σ=50) | 2021-08-23 |
| PromptIR: Prompting for All-in-One Blind Image Restoration | ✓ Link | 28.49 | 0.813 | PromptIR (single-task, Gaussian denoising σ=50) | 2023-06-22 |
| AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation | ✓ Link | 28.49 | 0.813 | AdaIR (single-task Gaussian denoising, σ=50) | 2024-03-21 |
| InstructIR: High-Quality Image Restoration Following Human Instructions | ✓ Link | 28.30 | | InstructIR-3D (Gaussian denoising, σ=50) (extra data) | 2024-01-29 |
| Retrieve-to-Restore: Efficient All-in-One Image Restoration with a Retrieval-Based Degradation Bank | ✓ Link | 28.22 | 0.806 | R2R | 2026-06-03 |
| Universal Image Restoration Pre-training via Masked Degradation Classification | ✓ Link | 28.21 | | MaskDCPT-NAFNet (5D joint, Gaussian denoising σ=50) (extra data) | 2025-10-15 |
| SUNet: Swin Transformer UNet for Image Denoising | ✓ Link | 27.85 | 0.799 | SUNet (Gaussian denoising, σ=50) | 2022-02-28 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | ✓ Link | 27.59 | 0.7733 | Denoising-ODE (Gaussian denoising, σ=50) | 2023-01-27 |
| Pruning Overparameterized Multi-Task Networks for Degraded Web Image Restoration | ✓ Link | 27.48 | 0.7736 | MIR-L-G (all-in-one) (extra data) | 2025-10-16 |
| Transfer CLIP for Generalizable Image Denoising | | 26.69 | 0.731 | CLIPDenoising | 2024-03-22 |